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Why 80% of AI Projects Fail And How to Make Yours Succeed with Cognitive Project Management

Cognitive Project Management for AI (CPMAI) is a structured methodology designed to address AI’s unique demands. Having completed the CPMAI course from Project Management Institute, I got good insights about the topic which I am sharing hereby.

Artificial Intelligence continues to promise transformative value for businesses worldwide. Yet, despite the hype, over 80% of AI projects fail to deliver meaningful outcomes or move beyond the prototype stage. The problem? Surprisingly, it’s not the technology. The key issues often lie in misaligned goals, poor data strategy and the lack of a structured methodology tailored for AI projects.

Having completed the Cognitive Project Management for AI (CPMAI) course from the Project Management Institute, I gained incredible insights into why AI projects struggle and more importantly, how to drive them towards success.

Real Reasons Why AI Projects Fail

Many organizations initiate AI projects without understanding their intricacies. Common mistakes include:

1. Lack of Business Alignment

Without strategic alignment, AI projects become isolated technical efforts. Even highly accurate models don’t contribute value if they’re not solving real business problems.

2. Data Readiness Gaps

Assuming that usable data is readily available is a major flaw. Many teams discover too late that the data is incomplete, biased, or irrelevant leading to the collapse of entire artificial intelligence projects.

3. Ignoring Model Sustainability

AI is not a one-time deployment. Models must be retrained and maintained. Without this, performance degrades and ROI diminishes rapidly.

These challenges show why traditional project management approaches fall short and why Project Management for AI requires a specialized method like Cognitive Project Management.

Why Traditional Project Management Doesn’t Work for AI

Unlike conventional IT projects, AI projects demand:

  • Data-Centric Focus – Data quality defines success.
  • Nonlinear Progression – Model development is iterative and experimental.
  • Ongoing MaintenanceAI solutions require continuous updates to remain effective.

Methods like Waterfall or even Agile often fail to accommodate these realities. That’s where CPMAI from Project Management Institute steps in bringing discipline, structure and scalability to AI implementation.

The Seven AI Project Patterns You Must Know

Each AI initiative aligns with one of seven patterns. Understanding these upfront helps in choosing the right infrastructure and setting realistic expectations. Common patterns include:

  • Predictive Analytics
  • Computer Vision
  • NLP (Natural Language Processing)
  • Autonomous Systems
  • Recommendation Engines

Knowing your project’s pattern is a core part of the Cognitive Project Management approach and a step emphasized by the Project Management Institute.

CPMAI: The Framework for AI Project Success

The Cognitive Project Management for AI (CPMAI) methodology offers a structured, phase-wise approach to ensure AI project success. It was developed specifically to support Project Management for AI and is gaining traction among AI speakers, consultants and enterprises.

Here are its six iterative phases:

  • Business Understanding – Align with business goals.
  • Data Understanding – Audit data for quality and biases.
  • Data Preparation – Structure and label data.
  • Model Development – Train models based on real context.
  • Model Evaluation – Test business and technical performance.
  • Model Operationalization – Deploy with continuous monitoring.

From Experimentation to Scalable Success

By adopting CPMAI, organizations gain:

  • Strategic Alignment – Tying AI goals directly to business results
  • Risk Reduction – Avoiding typical AI project failures
  • Sustainable ROI – Building adaptable, future-ready systems

This structured approach is why CPMAI is being endorsed by artificial intelligence speakers, data leaders and top AI speakers globally.

Trusted by Industry Leaders and AI Speakers in India

We’re proud to share that Biren Parekh, a renowned AI speaker in India, completed the Cognitive Project Management for AI (CPMAI) certification from the Project Management Institute. His transformation story showcases how structured methodology can turn experiments into enterprise-wide success.

CPMAI provided the framework we needed to transition from ad-hoc AI experiments to measurable business outcomes.” – Biren Parekh, AI Strategy Lead and one of the top AI speakers in the region.

Whether you’re a business leader, tech lead, or aspiring AI speaker, having the right methodology is critical. That’s why many artificial intelligence speakers are now advocating for structured Project Management for AI powered by Cognitive Project Management.

Supercharge Your Project Management Skills with AI

Want to sharpen your edge in this fast-growing field? Read Biren Parekh’s bestselling book:
Supercharge Your Project Management Skills – A practical guide to modern methodologies including Cognitive Project Management and AI-driven project success.

Available now on:

Need custom AI project help or mentorship?
Book a one-on-one consultation with Biren Parekh, one of the top AI speakers in India, on Topmate.

Final Say

AI speakers, organizations and project managers alike must recognize that Project Management for AI is unlike any other domain. With methodologies like Cognitive Project Management, backed by the Project Management Institute, you can reduce risks, increase alignment and deliver real business value.

So, don’t let your AI projects fail. Structure them for success with CPMAI and insights from the best AI speakers in India.

World Ozone Day 2025 Why the Ozone Layer Still Needs Us

World Ozone Day 2025 is more than a date on the calendar; it marks our shared commitment to preserving Earth’s protective ozone layer. As each year on 16 September we observe World Ozone Day, this 2025 edition brings renewed urgency and hope as it underscores how scientific discoveries have led to global policies, actions and everyday choices. 

Theme of World Ozone Day 2025

The official theme for World Ozone Day 2025 is “From Science to Global Action.”

  • The journey from early scientific findings about ozone depletion to concrete international agreements.
  • How research, monitoring, and data have informed treaties and policies.
  • The importance of translating scientific knowledge into both governmental and individual action.

By focusing on science and action, the theme encourages all of us students, researchers, policymakers, and citizens to understand the evidence and participate in solutions.

History & Importance of Ozone Layer Protection

What is Ozone and Why It Matters

  • The ozone layer is a thin belt of gas in Earth’s stratosphere containing a high concentration of O₃ molecules. It acts like a solar shield, absorbing the majority of the Sun’s harmful ultraviolet (UV-B) radiation. 
  • Without it, UV radiation would cause more skin cancers, cataracts, damage to crops and disrupt ecosystems.

Milestones in the Protection of the Ozone Layer

Year Event
1970s–1980s Scientific research reveals ozone depletion caused by CFCs (chlorofluorocarbons), halons, etc. 
1985 The Vienna Convention for the Protection of the Ozone Layer is adopted. 
1987 Montreal Protocol signed by nations to phase out substances that deplete ozone. 
1989 Montreal Protocol comes into force.
2016 Kigali Amendment added, to phase down HFCs (not ozone-depleting but potent greenhouse gases).

Why “World Ozone Day” Exists

  • The United Nations declared 16 September as the International Day for the Preservation of the Ozone Layer, often referred to simply as World Ozone Day or Ozone Day, to celebrate the signing of the Montreal Protocol in 1987. 
  • The goal is awareness of the ozone layer’s importance, of the threats it faces and of the power of cooperation.

Global Initiatives & Success Stories

The Montreal Protocol & Global Cooperation

  • The Montreal Protocol is widely considered one of the most successful environmental treaties ever. Nearly every country on Earth is party to it. 
  • It has led to the phase-out of practically 99% of the most harmful ozone-depleting substances.
  • Together with the Vienna Convention, it established frameworks for scientific monitoring, reporting, technology sharing and financial mechanisms to aid compliance, especially in developing countries.

Recent Progress and Signs of Recovery

  • The ozone layer is showing clear signs of healing. For example, recovery is on track toward pre-1980 levels in many parts of the world.
  • The “ozone hole” over Antarctica is gradually shrinking; projections estimate full recovery over Antarctica by 2066, over the Arctic by about 2045 and mid-latitude regions around 2040.

Policy Advances: Kigali Amendment

  • While replacing CFCs and HCFCs, industries introduced HydroFluoroCarbons (HFCs) which, though benign to ozone, are strong greenhouse gases. The Kigali Amendment (2016) aims to phase them down. 
  • By acting on HFCs, the world is addressing climate change alongside ozone protection. The combined effect is helping avoid additional warming.

How Individuals Can Contribute on Ozone Day and Beyond

Everyone, students, researchers, and households can play a part. On this World Ozone Day and every day, small efforts add up.

Practical Actions You Can Take

  • Reduce use of ozone-depleting products: Look out for old refrigerators, air-conditioners, and aerosols that may use ozone-depleting chemicals. Ensure safe disposal. 
  • Support energy-efficient cooling technologies: Choose appliances (ACs, refrigerators) with high energy ratings and low HFCs when possible. 
  • Avoid illegal or unregulated chemicals: Be cautious of imported sprays or refrigerants that may bypass regulation. 
  • Reduce your carbon footprint: Because many ozone action steps overlap with climate protection (e.g., reducing HFCs, efficient appliances). 
  • Spread awareness: Use social media, write, teach, tell others about World Ozone Day 2025, what it means, what we’ve achieved, what’s still needed. 

Educational & Community Activities

  • Organize or attend workshops/webinars in schools, colleges on ozone science. 
  • Participate in citizen science programs (monitor UV index, etc.). 
  • Push for local policies: bans on certain ozone-depleting substances, stricter regulation, per-region approaches.

Future Challenges & Solutions

While the story of ozone protection is encouraging, there are headwinds ahead.

Key Challenges

  1. Remaining leaks and illegal use of old ozone-depleting substances. Even if production is banned, existing stockpiles and improper disposal can still harm the ozone.
  2. Transition to safer alternatives: Replacements for harmful chemicals must be low in climate impact as well for example, using refrigerants that are both ozone-safe and low-GWP (global warming potential).
  3. Monitoring & enforcement gaps, especially in less developed regions, which may lack institutional capacity.
  4. New threats: Possible unexpected emissions, volcanic eruptions, or technologies that could have unintended effects on the stratosphere.
  5. Climate change interactions: The interplay of UV radiation, atmospheric chemistry and climate warming complicates predictions and management.

Pathways to Solutions

  • Strengthening and fully implementing international agreements (Montreal Protocol and Kigali Amendment).
  • Investing in innovation: refrigerants, cooling technologies, green chemistry.
  • Capacity building: helping developing countries monitor, enforce and transition.
  • Public policy incentives: subsidies, regulation and enforcement tools.
  • Integrating ozone protection into broader climate and environmental agendas.

Final Say- 

World Ozone Day 2025 stands as a milestone in our collective journey “From Science to Global Action.” We have shown that when scientific discovery is matched with political will and civic engagement, global threats like ozone depletion can be addressed successfully. But the task isn’t over. Continued vigilance, innovation and participation are required if we want the ozone layer to fully recover and to safeguard our health, ecosystems and climate.

FAQs

Q1. When is World Ozone Day observed?
A. On 16 September every year. It commemorates the signing of the Montreal Protocol in 1987. 

Q2. What is the theme for World Ozone Day 2025?
A. “From Science to Global Action.” 

Q3. What is the Montreal Protocol?
A. A global treaty signed in 1987 to phase out substances that deplete the ozone layer. It is universally ratified and includes amendments like Kigali.

Q4. When is full recovery of the ozone layer expected?
A. Projections estimate pre-1980 ozone levels by 2040 in mid-latitudes, 2045 in the Arctic and 2066 over Antarctica.

Q5. How does ozone protection relate to climate change?
A. Many ozone-depleting substances are also strong greenhouse gases. Phasing them out reduces warming. The Kigali Amendment addresses HFCs, which are climate pollutants. 

 

ZERO To ONE

ZERO to ONE – By Peter Thiel

Recently, I again read this international bestseller after a few years. Its really a wonderful book.

As per the author, founders should ask one or more of the following seven questions related to their startup/business. If you don’t have good answers to these questions, you will run into lots of “bad luck” and your startup may fail.

1️⃣ The engineering question
       Can you create breakthrough technology instead of incremental improvements?

2️⃣ The timing question
       Is now the right time to start your particular business?

3️⃣ The Monopoly question
       Are you starting with a big share of a small market?

4️⃣ The people question
       Do you have the right team?

5️⃣ The distribution question
       Do you have a way to not just create, but deliver your product?

6️⃣ The durability question
       Will your market position be defensible 10 and 20 years into the future?

7️⃣The Secret question
      Have you identified a unique opportunity that others don’t see?

If you nail all seven, you’ll master fortune and succeed. Even getting five or six correct might work.

Tesla nailed all seven, making it the most valuable company in a short time.

What is your view? Do you have any other points to add that might be secret sauce???